Proyecto 1

Dataset statistics

Number of variables	25
Number of observations	3199995
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	610.4 MiB
Average record size in memory	200.0 B

Variable types

Numeric	22
Categorical	3

Alerts

`DST_TO_SRC_SECOND_BYTES` is highly correlated with `IN_BYTES` and 9 other fields	High correlation
`FIRST_SWITCHED` is highly correlated with `FLOW_DURATION_MICROSECONDS` and 17 other fields	High correlation
`FLOW_DURATION_MICROSECONDS` is highly correlated with `FIRST_SWITCHED` and 11 other fields	High correlation
`FLOW_DURATION_MILLISECONDS` is highly correlated with `FIRST_SWITCHED` and 11 other fields	High correlation
`IN_BYTES` is highly correlated with `DST_TO_SRC_SECOND_BYTES` and 16 other fields	High correlation
`IN_PKTS` is highly correlated with `FIRST_SWITCHED` and 13 other fields	High correlation
`L4_DST_PORT` is highly correlated with `DST_TO_SRC_SECOND_BYTES` and 5 other fields	High correlation
`LAST_SWITCHED` is highly correlated with `FIRST_SWITCHED` and 17 other fields	High correlation
`OUT_BYTES` is highly correlated with `DST_TO_SRC_SECOND_BYTES` and 13 other fields	High correlation
`OUT_PKTS` is highly correlated with `DST_TO_SRC_SECOND_BYTES` and 14 other fields	High correlation
`PROTOCOL` is highly correlated with `PROTOCOL_MAP`	High correlation
`PROTOCOL_MAP` is highly correlated with `PROTOCOL` and 3 other fields	High correlation
`SRC_TO_DST_SECOND_BYTES` is highly correlated with `DST_TO_SRC_SECOND_BYTES` and 15 other fields	High correlation
`TCP_FLAGS` is highly correlated with `FIRST_SWITCHED` and 17 other fields	High correlation
`TCP_WIN_MAX_IN` is highly correlated with `FIRST_SWITCHED` and 10 other fields	High correlation
`TCP_WIN_MAX_OUT` is highly correlated with `DST_TO_SRC_SECOND_BYTES` and 17 other fields	High correlation
`TCP_WIN_MIN_IN` is highly correlated with `FIRST_SWITCHED` and 10 other fields	High correlation
`TCP_WIN_MIN_OUT` is highly correlated with `DST_TO_SRC_SECOND_BYTES` and 17 other fields	High correlation
`TCP_WIN_MSS_IN` is highly correlated with `L4_DST_PORT`	High correlation
`TCP_WIN_MSS_OUT` is highly correlated with `DST_TO_SRC_SECOND_BYTES` and 15 other fields	High correlation
`TCP_WIN_SCALE_IN` is highly correlated with `DST_TO_SRC_SECOND_BYTES` and 12 other fields	High correlation
`TCP_WIN_SCALE_OUT` is highly correlated with `DST_TO_SRC_SECOND_BYTES` and 14 other fields	High correlation
`TOTAL_FLOWS_EXP` is highly correlated with `FIRST_SWITCHED` and 17 other fields	High correlation
`FIRST_SWITCHED` is highly correlated with `FLOW_DURATION_MICROSECONDS` and 9 other fields	High correlation
`FLOW_DURATION_MICROSECONDS` is highly correlated with `FIRST_SWITCHED` and 3 other fields	High correlation
`FLOW_DURATION_MILLISECONDS` is highly correlated with `FIRST_SWITCHED` and 3 other fields	High correlation
`IN_BYTES` is highly correlated with `IN_PKTS`	High correlation
`IN_PKTS` is highly correlated with `IN_BYTES` and 1 other fields	High correlation
`L4_DST_PORT` is highly correlated with `FIRST_SWITCHED` and 2 other fields	High correlation
`LAST_SWITCHED` is highly correlated with `FIRST_SWITCHED` and 9 other fields	High correlation
`OUT_BYTES` is highly correlated with `OUT_PKTS`	High correlation
`OUT_PKTS` is highly correlated with `IN_PKTS` and 1 other fields	High correlation
`PROTOCOL` is highly correlated with `PROTOCOL_MAP` and 1 other fields	High correlation
`PROTOCOL_MAP` is highly correlated with `PROTOCOL` and 2 other fields	High correlation
`TCP_FLAGS` is highly correlated with `PROTOCOL` and 1 other fields	High correlation
`TCP_WIN_MAX_IN` is highly correlated with `FIRST_SWITCHED` and 9 other fields	High correlation
`TCP_WIN_MAX_OUT` is highly correlated with `TCP_WIN_MAX_IN` and 6 other fields	High correlation
`TCP_WIN_MIN_IN` is highly correlated with `FIRST_SWITCHED` and 9 other fields	High correlation
`TCP_WIN_MIN_OUT` is highly correlated with `TCP_WIN_MAX_IN` and 6 other fields	High correlation
`TCP_WIN_MSS_IN` is highly correlated with `PROTOCOL_MAP` and 7 other fields	High correlation
`TCP_WIN_MSS_OUT` is highly correlated with `FIRST_SWITCHED` and 9 other fields	High correlation
`TCP_WIN_SCALE_IN` is highly correlated with `FIRST_SWITCHED` and 9 other fields	High correlation
`TCP_WIN_SCALE_OUT` is highly correlated with `FIRST_SWITCHED` and 9 other fields	High correlation
`TOTAL_FLOWS_EXP` is highly correlated with `FIRST_SWITCHED` and 9 other fields	High correlation
`DST_TO_SRC_SECOND_BYTES` is highly correlated with `OUT_BYTES` and 5 other fields	High correlation
`FIRST_SWITCHED` is highly correlated with `LAST_SWITCHED` and 6 other fields	High correlation
`FLOW_DURATION_MICROSECONDS` is highly correlated with `FLOW_DURATION_MILLISECONDS` and 4 other fields	High correlation
`FLOW_DURATION_MILLISECONDS` is highly correlated with `FLOW_DURATION_MICROSECONDS` and 4 other fields	High correlation
`IN_BYTES` is highly correlated with `FLOW_DURATION_MICROSECONDS` and 7 other fields	High correlation
`IN_PKTS` is highly correlated with `FLOW_DURATION_MICROSECONDS` and 6 other fields	High correlation
`L4_DST_PORT` is highly correlated with `TCP_WIN_MSS_IN`	High correlation
`LAST_SWITCHED` is highly correlated with `FIRST_SWITCHED` and 6 other fields	High correlation
`OUT_BYTES` is highly correlated with `DST_TO_SRC_SECOND_BYTES` and 7 other fields	High correlation
`OUT_PKTS` is highly correlated with `FLOW_DURATION_MICROSECONDS` and 7 other fields	High correlation
`PROTOCOL` is highly correlated with `PROTOCOL_MAP`	High correlation
`PROTOCOL_MAP` is highly correlated with `PROTOCOL` and 3 other fields	High correlation
`SRC_TO_DST_SECOND_BYTES` is highly correlated with `DST_TO_SRC_SECOND_BYTES` and 6 other fields	High correlation
`TCP_FLAGS` is highly correlated with `OUT_PKTS` and 8 other fields	High correlation
`TCP_WIN_MAX_IN` is highly correlated with `PROTOCOL_MAP` and 7 other fields	High correlation
`TCP_WIN_MAX_OUT` is highly correlated with `DST_TO_SRC_SECOND_BYTES` and 15 other fields	High correlation
`TCP_WIN_MIN_IN` is highly correlated with `PROTOCOL_MAP` and 7 other fields	High correlation
`TCP_WIN_MIN_OUT` is highly correlated with `DST_TO_SRC_SECOND_BYTES` and 15 other fields	High correlation
`TCP_WIN_MSS_IN` is highly correlated with `L4_DST_PORT`	High correlation
`TCP_WIN_MSS_OUT` is highly correlated with `DST_TO_SRC_SECOND_BYTES` and 11 other fields	High correlation
`TCP_WIN_SCALE_IN` is highly correlated with `FIRST_SWITCHED` and 10 other fields	High correlation
`TCP_WIN_SCALE_OUT` is highly correlated with `DST_TO_SRC_SECOND_BYTES` and 11 other fields	High correlation
`TOTAL_FLOWS_EXP` is highly correlated with `FIRST_SWITCHED` and 6 other fields	High correlation
`LABEL` is highly correlated with `PROTOCOL_MAP`	High correlation
`PROTOCOL` is highly correlated with `PROTOCOL_MAP`	High correlation
`PROTOCOL_MAP` is highly correlated with `LABEL` and 1 other fields	High correlation
`DST_TO_SRC_SECOND_BYTES` is highly correlated with `OUT_BYTES` and 1 other fields	High correlation
`FIRST_SWITCHED` is highly correlated with `FLOW_DURATION_MICROSECONDS` and 13 other fields	High correlation
`FLOW_DURATION_MICROSECONDS` is highly correlated with `FIRST_SWITCHED` and 12 other fields	High correlation
`FLOW_DURATION_MILLISECONDS` is highly correlated with `FIRST_SWITCHED` and 12 other fields	High correlation
`IN_BYTES` is highly correlated with `IN_PKTS` and 1 other fields	High correlation
`IN_PKTS` is highly correlated with `IN_BYTES` and 3 other fields	High correlation
`L4_DST_PORT` is highly correlated with `FIRST_SWITCHED` and 6 other fields	High correlation
`L4_SRC_PORT` is highly correlated with `FIRST_SWITCHED` and 5 other fields	High correlation
`LAST_SWITCHED` is highly correlated with `FIRST_SWITCHED` and 13 other fields	High correlation
`OUT_BYTES` is highly correlated with `DST_TO_SRC_SECOND_BYTES` and 2 other fields	High correlation
`OUT_PKTS` is highly correlated with `DST_TO_SRC_SECOND_BYTES` and 3 other fields	High correlation
`PROTOCOL` is highly correlated with `L4_SRC_PORT` and 3 other fields	High correlation
`PROTOCOL_MAP` is highly correlated with `PROTOCOL` and 2 other fields	High correlation
`SRC_TO_DST_SECOND_BYTES` is highly correlated with `IN_PKTS`	High correlation
`TCP_FLAGS` is highly correlated with `FIRST_SWITCHED` and 11 other fields	High correlation
`TCP_WIN_MAX_IN` is highly correlated with `FIRST_SWITCHED` and 12 other fields	High correlation
`TCP_WIN_MAX_OUT` is highly correlated with `FIRST_SWITCHED` and 12 other fields	High correlation
`TCP_WIN_MIN_IN` is highly correlated with `FIRST_SWITCHED` and 12 other fields	High correlation
`TCP_WIN_MIN_OUT` is highly correlated with `FIRST_SWITCHED` and 12 other fields	High correlation
`TCP_WIN_MSS_IN` is highly correlated with `PROTOCOL` and 8 other fields	High correlation
`TCP_WIN_SCALE_IN` is highly correlated with `FIRST_SWITCHED` and 12 other fields	High correlation
`TCP_WIN_SCALE_OUT` is highly correlated with `FIRST_SWITCHED` and 12 other fields	High correlation
`TOTAL_FLOWS_EXP` is highly correlated with `FIRST_SWITCHED` and 13 other fields	High correlation
`LABEL` is highly correlated with `FIRST_SWITCHED` and 16 other fields	High correlation
`DST_TO_SRC_SECOND_BYTES` is highly skewed (γ1 = 805.7644402)	Skewed
`IN_BYTES` is highly skewed (γ1 = 144.2181232)	Skewed
`IN_PKTS` is highly skewed (γ1 = 110.4673302)	Skewed
`OUT_BYTES` is highly skewed (γ1 = 483.1987086)	Skewed
`OUT_PKTS` is highly skewed (γ1 = 353.9178486)	Skewed
`SRC_TO_DST_SECOND_BYTES` is highly skewed (γ1 = 196.7848346)	Skewed
`LABEL` is uniformly distributed	Uniform
`TOTAL_FLOWS_EXP` has unique values	Unique
`DST_TO_SRC_SECOND_BYTES` has 322775 (10.1%) zeros	Zeros
`FLOW_DURATION_MICROSECONDS` has 278869 (8.7%) zeros	Zeros
`FLOW_DURATION_MILLISECONDS` has 979266 (30.6%) zeros	Zeros
`L4_DST_PORT` has 70826 (2.2%) zeros	Zeros
`L4_SRC_PORT` has 70805 (2.2%) zeros	Zeros
`OUT_BYTES` has 322775 (10.1%) zeros	Zeros
`OUT_PKTS` has 322775 (10.1%) zeros	Zeros
`TCP_FLAGS` has 450350 (14.1%) zeros	Zeros
`TCP_WIN_MAX_IN` has 453954 (14.2%) zeros	Zeros
`TCP_WIN_MAX_OUT` has 1370736 (42.8%) zeros	Zeros
`TCP_WIN_MIN_IN` has 453954 (14.2%) zeros	Zeros
`TCP_WIN_MIN_OUT` has 1370736 (42.8%) zeros	Zeros
`TCP_WIN_MSS_IN` has 1098426 (34.3%) zeros	Zeros
`TCP_WIN_MSS_OUT` has 1962244 (61.3%) zeros	Zeros
`TCP_WIN_SCALE_IN` has 1908794 (59.6%) zeros	Zeros
`TCP_WIN_SCALE_OUT` has 1966043 (61.4%) zeros	Zeros

Reproduction

Analysis started	2022-02-27 21:23:18.681541
Analysis finished	2022-02-27 21:33:32.750040
Duration	10 minutes and 14.07 seconds
Software version	pandas-profiling v3.1.0
Download configuration	config.json

DST_TO_SRC_SECOND_BYTES
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
SKEWED
ZEROS

Distinct	13368
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	719.1777078

Minimum	0
Maximum	44138464
Zeros	322775
Zeros (%)	10.1%
Negative	0
Negative (%)	0.0%
Memory size	24.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	40
median	52
Q3	112
95-th percentile	330
Maximum	44138464
Range	44138464
Interquartile range (IQR)	72

Descriptive statistics

Standard deviation	32794.3607
Coefficient of variation (CV)	45.59980147
Kurtosis	1032563.386
Mean	719.1777078
Median Absolute Deviation (MAD)	52
Skewness	805.7644402
Sum	2301365069
Variance	1075470094
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
40	759312	23.7%
112	676342	21.1%
52	516446	16.1%
0	322775	10.1%
60	235601	7.4%
164	188430	5.9%
104	22213	0.7%
152	10808	0.3%
76	10549	0.3%
2087	8653	0.3%
Other values (13358)	448866	14.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	322775	10.1%
32	385	< 0.1%
35	6	< 0.1%
39	7	< 0.1%
40	759312	23.7%
41	16	< 0.1%
44	819	< 0.1%
47	6	< 0.1%
48	739	< 0.1%
49	38	< 0.1%

Value	Count	Frequency (%)
44138464	1	< 0.1%
9182903	1	< 0.1%
8561693	1	< 0.1%
6841592	1	< 0.1%
6768786	1	< 0.1%
5081183	1	< 0.1%
4986267	1	< 0.1%
4875944	1	< 0.1%
4825964	1	< 0.1%
4789300	1	< 0.1%

FIRST_SWITCHED
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	32299
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1617637850

Minimum	1616660040
Maximum	1618246851
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	24.4 MiB

Quantile statistics

Minimum	1616660040
5-th percentile	1616660707
Q1	1616663520
median	1618223404
Q3	1618236901
95-th percentile	1618244556
Maximum	1618246851
Range	1586811
Interquartile range (IQR)	1573381

Descriptive statistics

Standard deviation	755560.8136
Coefficient of variation (CV)	0.0004670766164
Kurtosis	-1.732801416
Mean	1617637850
Median Absolute Deviation (MAD)	23446
Skewness	-0.5147522981
Sum	5.176433032 × 10¹⁵
Variance	5.70872143 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1616660095	11393	0.4%
1616661813	10722	0.3%
1616665357	6457	0.2%
1618223840	4764	0.1%
1618223720	4665	0.1%
1616665358	3184	0.1%
1618223685	2512	0.1%
1618226187	2465	0.1%
1618225587	2462	0.1%
1618226067	2369	0.1%
Other values (32289)	3149002	98.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1616660040	37	< 0.1%
1616660041	67	< 0.1%
1616660042	49	< 0.1%
1616660043	49	< 0.1%
1616660044	71	< 0.1%
1616660045	67	< 0.1%
1616660046	62	< 0.1%
1616660047	49	< 0.1%
1616660048	52	< 0.1%
1616660049	53	< 0.1%

Value	Count	Frequency (%)
1618246851	1	< 0.1%
1618246850	3	< 0.1%
1618246849	2	< 0.1%
1618246848	2	< 0.1%
1618246847	3	< 0.1%
1618246846	1	< 0.1%
1618246845	3	< 0.1%
1618246844	1	< 0.1%
1618246843	3	< 0.1%
1618246842	3	< 0.1%

FLOW_DURATION_MICROSECONDS
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	1342276
Distinct (%)	41.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	35610998.83

Minimum	0
Maximum	119999510
Zeros	278869
Zeros (%)	8.7%
Negative	0
Negative (%)	0.0%
Memory size	24.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	800
median	766712
Q3	60283192
95-th percentile	112239595.5
Maximum	119999510
Range	119999510
Interquartile range (IQR)	60282392

Descriptive statistics

Standard deviation	42934683.85
Coefficient of variation (CV)	1.20565795
Kurtosis	-0.9794069857
Mean	35610998.83
Median Absolute Deviation (MAD)	766712
Skewness	0.7227344148
Sum	1.139550182 × 10¹⁴
Variance	1.843387077 × 10¹⁵
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	278869	8.7%
282	1473	< 0.1%
277	1434	< 0.1%
276	1414	< 0.1%
289	1407	< 0.1%
278	1404	< 0.1%
285	1403	< 0.1%
275	1393	< 0.1%
274	1392	< 0.1%
291	1384	< 0.1%
Other values (1342266)	2908422	90.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	278869	8.7%
1	166	< 0.1%
2	283	< 0.1%
3	318	< 0.1%
4	292	< 0.1%
5	749	< 0.1%
6	331	< 0.1%
7	251	< 0.1%
8	187	< 0.1%
9	127	< 0.1%

Value	Count	Frequency (%)
119999510	1	< 0.1%
119999040	1	< 0.1%
119998325	1	< 0.1%
119998324	1	< 0.1%
119998320	1	< 0.1%
119998315	1	< 0.1%
119998291	1	< 0.1%
119998238	1	< 0.1%
119998171	1	< 0.1%
119998067	1	< 0.1%

FLOW_DURATION_MILLISECONDS
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	83598
Distinct (%)	2.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	35610.542

Minimum	0
Maximum	119999
Zeros	979266
Zeros (%)	30.6%
Negative	0
Negative (%)	0.0%
Memory size	24.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	766
Q3	60283
95-th percentile	112239
Maximum	119999
Range	119999
Interquartile range (IQR)	60283

Descriptive statistics

Standard deviation	42934.64825
Coefficient of variation (CV)	1.205672417
Kurtosis	-0.9794054719
Mean	35610.542
Median Absolute Deviation (MAD)	766
Skewness	0.7227352666
Sum	1.139535563 × 10¹¹
Variance	1843384021
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	979266	30.6%
1	144308	4.5%
16	25144	0.8%
15	21586	0.7%
14	15073	0.5%
28	14175	0.4%
2	14020	0.4%
29	11079	0.3%
27	7935	0.2%
17	7619	0.2%
Other values (83588)	1959790	61.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	979266	30.6%
1	144308	4.5%
2	14020	0.4%
3	6059	0.2%
4	3502	0.1%
5	2527	0.1%
6	1586	< 0.1%
7	1002	< 0.1%
8	839	< 0.1%
9	712	< 0.1%

Value	Count	Frequency (%)
119999	2	< 0.1%
119998	11	< 0.1%
119997	14	< 0.1%
119996	2	< 0.1%
119995	24	< 0.1%
119994	7	< 0.1%
119993	1	< 0.1%
119992	4	< 0.1%
119990	7	< 0.1%
119989	4	< 0.1%

IN_BYTES
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
SKEWED

Distinct	29391
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5010.958731

Minimum	28
Maximum	109706171
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	24.4 MiB

Quantile statistics

Minimum	28
5-th percentile	44
Q1	44
median	413
Q3	1065
95-th percentile	1621
Maximum	109706171
Range	109706143
Interquartile range (IQR)	1021

Descriptive statistics

Standard deviation	343852.7671
Coefficient of variation (CV)	68.62015545
Kurtosis	25521.12443
Mean	5010.958731
Median Absolute Deviation (MAD)	369
Skewness	144.2181232
Sum	1.603504288 × 10¹⁰
Variance	1.182347254 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
44	805927	25.2%
216	136006	4.3%
52	38139	1.2%
84	36749	1.1%
72	29763	0.9%
189	27453	0.9%
40	26613	0.8%
80	21515	0.7%
73	16126	0.5%
41	14649	0.5%
Other values (29381)	2047055	64.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
28	130	< 0.1%
29	51	< 0.1%
30	158	< 0.1%
31	22	< 0.1%
32	1210	< 0.1%
33	13	< 0.1%
34	287	< 0.1%
35	21	< 0.1%
36	6615	0.2%
37	52	< 0.1%

Value	Count	Frequency (%)
109706171	1	< 0.1%
91197974	1	< 0.1%
89746415	1	< 0.1%
86806581	1	< 0.1%
79492898	1	< 0.1%
77756323	1	< 0.1%
76356312	1	< 0.1%
72262686	1	< 0.1%
72224818	1	< 0.1%
70231467	1	< 0.1%

IN_PKTS
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
SKEWED

Distinct	3128
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13.83783131

Minimum	1
Maximum	81219
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	24.4 MiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	4
Q3	11
95-th percentile	16
Maximum	81219
Range	81218
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	288.0942646
Coefficient of variation (CV)	20.81932191
Kurtosis	16407.43902
Mean	13.83783131
Median Absolute Deviation (MAD)	3
Skewness	110.4673302
Sum	44280991
Variance	82998.30531
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	1241036	38.8%
11	691934	21.6%
12	227468	7.1%
4	165141	5.2%
2	136518	4.3%
15	115536	3.6%
13	104691	3.3%
14	93920	2.9%
3	58464	1.8%
16	57510	1.8%
Other values (3118)	307777	9.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	1241036	38.8%
2	136518	4.3%
3	58464	1.8%
4	165141	5.2%
5	25762	0.8%
6	29962	0.9%
7	48376	1.5%
8	28380	0.9%
9	25741	0.8%
10	31360	1.0%

Value	Count	Frequency (%)
81219	1	< 0.1%
74510	1	< 0.1%
62170	1	< 0.1%
61380	1	< 0.1%
60905	1	< 0.1%
55418	1	< 0.1%
54492	1	< 0.1%
54210	1	< 0.1%
54050	1	< 0.1%
53034	1	< 0.1%

L4_DST_PORT
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	65536
Distinct (%)	2.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10776.89484

Minimum	0
Maximum	65535
Zeros	70826
Zeros (%)	2.2%
Negative	0
Negative (%)	0.0%
Memory size	24.4 MiB

Quantile statistics

Minimum	0
5-th percentile	53
Q1	80
median	80
Q3	13085
95-th percentile	56612
Maximum	65535
Range	65535
Interquartile range (IQR)	13005

Descriptive statistics

Standard deviation	18968.62324
Coefficient of variation (CV)	1.760119545
Kurtosis	1.009762313
Mean	10776.89484
Median Absolute Deviation (MAD)	0
Skewness	1.583077138
Sum	3.44860096 × 10¹⁰
Variance	359808667.6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
80	1608279	50.3%
53	274254	8.6%
443	152150	4.8%
0	70826	2.2%
47921	34372	1.1%
57782	33911	1.1%
22	32251	1.0%
9993	9737	0.3%
5938	6121	0.2%
6443	6053	0.2%
Other values (65526)	972041	30.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	70826	2.2%
1	2700	0.1%
2	25	< 0.1%
3	13	< 0.1%
4	12	< 0.1%
5	12	< 0.1%
6	12	< 0.1%
7	18	< 0.1%
8	12	< 0.1%
9	13	< 0.1%

Value	Count	Frequency (%)
65535	106	< 0.1%
65534	14	< 0.1%
65533	13	< 0.1%
65532	14	< 0.1%
65531	13	< 0.1%
65530	12	< 0.1%
65529	12	< 0.1%
65528	12	< 0.1%
65527	12	< 0.1%
65526	12	< 0.1%

L4_SRC_PORT
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	64607
Distinct (%)	2.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	41909.27575

Minimum	0
Maximum	65535
Zeros	70805
Zeros (%)	2.2%
Negative	0
Negative (%)	0.0%
Memory size	24.4 MiB

Quantile statistics

Minimum	0
5-th percentile	4147
Q1	36084
median	48958
Q3	50114
95-th percentile	60162
Maximum	65535
Range	65535
Interquartile range (IQR)	14030

Descriptive statistics

Standard deviation	15835.10346
Coefficient of variation (CV)	0.3778424508
Kurtosis	0.7967380633
Mean	41909.27575
Median Absolute Deviation (MAD)	6433
Skewness	-1.253191379
Sum	1.341094728 × 10¹¹
Variance	250750501.6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
49214	458859	14.3%
48958	262213	8.2%
0	70805	2.2%
49215	65997	2.1%
443	39768	1.2%
47921	24939	0.8%
49470	11551	0.4%
9993	4676	0.1%
54390	4631	0.1%
23767	4161	0.1%
Other values (64597)	2252395	70.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	70805	2.2%
4	1	< 0.1%
21	2	< 0.1%
22	1088	< 0.1%
39	1	< 0.1%
41	1	< 0.1%
51	12	< 0.1%
53	39	< 0.1%
73	1	< 0.1%
80	2299	0.1%

Value	Count	Frequency (%)
65535	19	< 0.1%
65534	23	< 0.1%
65533	16	< 0.1%
65532	296	< 0.1%
65531	13	< 0.1%
65530	26	< 0.1%
65529	16	< 0.1%
65528	21	< 0.1%
65527	12	< 0.1%
65526	14	< 0.1%

LAST_SWITCHED
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	31882
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1617637886

Minimum	1616660040
Maximum	1618246852
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	24.4 MiB

Quantile statistics

Minimum	1616660040
5-th percentile	1616660708
Q1	1616663521
median	1618223409
Q3	1618236902
95-th percentile	1618244614
Maximum	1618246852
Range	1586812
Interquartile range (IQR)	1573380.5

Descriptive statistics

Standard deviation	755587.6554
Coefficient of variation (CV)	0.0004670931993
Kurtosis	-1.732800619
Mean	1617637886
Median Absolute Deviation (MAD)	23443
Skewness	-0.5147494189
Sum	5.176433146 × 10¹⁵
Variance	5.70912705 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1618224824	16360	0.5%
1618226299	12739	0.4%
1616660095	11393	0.4%
1616661813	10734	0.3%
1618226298	9297	0.3%
1616665357	6454	0.2%
1618223690	5505	0.2%
1618223830	4765	0.1%
1618225065	4694	0.1%
1618224005	4323	0.1%
Other values (31872)	3113731	97.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1616660040	28	< 0.1%
1616660041	49	< 0.1%
1616660042	50	< 0.1%
1616660043	37	< 0.1%
1616660044	46	< 0.1%
1616660045	60	< 0.1%
1616660046	67	< 0.1%
1616660047	48	< 0.1%
1616660048	44	< 0.1%
1616660049	46	< 0.1%

Value	Count	Frequency (%)
1618246852	8	< 0.1%
1618246851	64	< 0.1%
1618246850	62	< 0.1%
1618246849	60	< 0.1%
1618246848	64	< 0.1%
1618246847	64	< 0.1%
1618246846	76	< 0.1%
1618246845	66	< 0.1%
1618246844	65	< 0.1%
1618246843	77	< 0.1%

OUT_BYTES
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
SKEWED
ZEROS

Distinct	28631
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11254.86027

Minimum	0
Maximum	529407671
Zeros	322775
Zeros (%)	10.1%
Negative	0
Negative (%)	0.0%
Memory size	24.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	40
median	272
Q3	528
95-th percentile	833
Maximum	529407671
Range	529407671
Interquartile range (IQR)	488

Descriptive statistics

Standard deviation	486863.4009
Coefficient of variation (CV)	43.25805823
Kurtosis	459480.0315
Mean	11254.86027
Median Absolute Deviation (MAD)	256
Skewness	483.1987086
Sum	3.601549659 × 10¹⁰
Variance	2.370359711 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
40	755994	23.6%
528	687897	21.5%
624	329413	10.3%
0	322775	10.1%
164	142226	4.4%
736	102019	3.2%
676	56495	1.8%
580	44164	1.4%
104	26225	0.8%
2087	22751	0.7%
Other values (28621)	710036	22.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	322775	10.1%
32	70	< 0.1%
39	7	< 0.1%
40	755994	23.6%
41	4	< 0.1%
44	306	< 0.1%
47	6	< 0.1%
48	20	< 0.1%
51	4	< 0.1%
52	19335	0.6%

Value	Count	Frequency (%)
529407671	1	< 0.1%
229396562	1	< 0.1%
133908576	1	< 0.1%
105006670	1	< 0.1%
103094518	1	< 0.1%
101387675	1	< 0.1%
93935962	1	< 0.1%
86858425	1	< 0.1%
81572879	1	< 0.1%
76347319	1	< 0.1%

OUT_PKTS
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
SKEWED
ZEROS

Distinct	3519
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15.86836448

Minimum	0
Maximum	384251
Zeros	322775
Zeros (%)	10.1%
Negative	0
Negative (%)	0.0%
Memory size	24.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	3
Q3	10
95-th percentile	14
Maximum	384251
Range	384251
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	394.5684134
Coefficient of variation (CV)	24.86509645
Kurtosis	293452.371
Mean	15.86836448
Median Absolute Deviation (MAD)	3
Skewness	353.9178486
Sum	50778687
Variance	155684.2328
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	1012725	31.6%
10	718511	22.5%
12	340261	10.6%
0	322775	10.1%
3	166500	5.2%
14	124112	3.9%
2	107617	3.4%
13	72244	2.3%
11	64165	2.0%
6	47465	1.5%
Other values (3509)	223620	7.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	322775	10.1%
1	1012725	31.6%
2	107617	3.4%
3	166500	5.2%
4	37497	1.2%
5	29087	0.9%
6	47465	1.5%
7	25056	0.8%
8	29200	0.9%
9	32175	1.0%

Value	Count	Frequency (%)
384251	1	< 0.1%
152937	1	< 0.1%
99259	1	< 0.1%
72463	1	< 0.1%
72119	1	< 0.1%
67750	1	< 0.1%
63969	1	< 0.1%
58640	1	< 0.1%
54789	1	< 0.1%
53317	1	< 0.1%

PROTOCOL
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	24.4 MiB

6	2749645
17	379545
1	70804
47	1

Length

Max length	2
Median length	1
Mean length	1.11860831
Min length	1

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	6
2nd row	1
3rd row	6
4th row	6
5th row	6

Common Values

Value	Count	Frequency (%)
6	2749645	85.9%
17	379545	11.9%
1	70804	2.2%
47	1	< 0.1%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
6	2749645	85.9%
17	379545	11.9%
1	70804	2.2%
47	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

PROTOCOL_MAP
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	24.4 MiB

0	2749645
1	450350

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	2749645	85.9%
1	450350	14.1%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0	2749645	85.9%
1	450350	14.1%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

SRC_TO_DST_SECOND_BYTES
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
SKEWED

Distinct	10500
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	382.6178128

Minimum	28
Maximum	6238685
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	24.4 MiB

Quantile statistics

Minimum	28
5-th percentile	44
Q1	44
median	97
Q3	326
95-th percentile	569
Maximum	6238685
Range	6238657
Interquartile range (IQR)	282

Descriptive statistics

Standard deviation	11069.90799
Coefficient of variation (CV)	28.93202464
Kurtosis	70131.61631
Mean	382.6178128
Median Absolute Deviation (MAD)	53
Skewness	196.7848346
Sum	1224375088
Variance	122542862.9
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
44	805996	25.2%
112	232308	7.3%
407	144520	4.5%
347	121071	3.8%
216	111546	3.5%
451	95465	3.0%
326	80804	2.5%
84	55305	1.7%
52	49992	1.6%
495	44213	1.4%
Other values (10490)	1458775	45.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
28	372	< 0.1%
29	51	< 0.1%
30	158	< 0.1%
31	22	< 0.1%
32	1210	< 0.1%
33	13	< 0.1%
34	339	< 0.1%
35	21	< 0.1%
36	6615	0.2%
37	52	< 0.1%

Value	Count	Frequency (%)
6238685	1	< 0.1%
5188757	1	< 0.1%
4721028	1	< 0.1%
3779094	1	< 0.1%
2515547	1	< 0.1%
2509901	1	< 0.1%
2377063	1	< 0.1%
2282073	1	< 0.1%
2054990	1	< 0.1%
2037731	1	< 0.1%

TCP_FLAGS
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	39
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	19.86292447

Minimum	0
Maximum	247
Zeros	450350
Zeros (%)	14.1%
Negative	0
Negative (%)	0.0%
Memory size	24.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	22
median	24
Q3	27
95-th percentile	27
Maximum	247
Range	247
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	10.02711753
Coefficient of variation (CV)	0.5048157711
Kurtosis	22.1641373
Mean	19.86292447
Median Absolute Deviation (MAD)	3
Skewness	-0.09444925485
Sum	63561259
Variance	100.543086
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=39)

Value	Count	Frequency (%)
27	893355	27.9%
22	736729	23.0%
0	450350	14.1%
24	436017	13.6%
2	163747	5.1%
26	159675	5.0%
19	144608	4.5%
25	120646	3.8%
31	34800	1.1%
16	20210	0.6%
Other values (29)	39858	1.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	450350	14.1%
2	163747	5.1%
4	793	< 0.1%
8	1	< 0.1%
16	20210	0.6%
17	4236	0.1%
18	1471	< 0.1%
19	144608	4.5%
20	3333	0.1%
21	466	< 0.1%

Value	Count	Frequency (%)
247	1	< 0.1%
223	52	< 0.1%
222	9	< 0.1%
219	142	< 0.1%
218	200	< 0.1%
214	44	< 0.1%
211	2	< 0.1%
210	3	< 0.1%
197	1	< 0.1%
194	13	< 0.1%

TCP_WIN_MAX_IN
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	6007
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	26167.26979

Minimum	0
Maximum	65535
Zeros	453954
Zeros (%)	14.2%
Negative	0
Negative (%)	0.0%
Memory size	24.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	507
median	1024
Q3	64860
95-th percentile	64860
Maximum	65535
Range	65535
Interquartile range (IQR)	64353

Descriptive statistics

Standard deviation	31171.86482
Coefficient of variation (CV)	1.191254
Kurtosis	-1.807227154
Mean	26167.26979
Median Absolute Deviation (MAD)	1024
Skewness	0.4222695377
Sum	8.37351325 × 10¹⁰
Variance	971685156.3
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
64860	1113407	34.8%
1024	818894	25.6%
507	488330	15.3%
0	453954	14.2%
64240	102761	3.2%
29200	25531	0.8%
65330	23310	0.7%
118	16541	0.5%
1200	15067	0.5%
501	11571	0.4%
Other values (5997)	130629	4.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	453954	14.2%
1	22	< 0.1%
2	16	< 0.1%
3	23	< 0.1%
4	29	< 0.1%
5	52	< 0.1%
6	6	< 0.1%
7	6	< 0.1%
11	27	< 0.1%
12	1	< 0.1%

Value	Count	Frequency (%)
65535	10844	0.3%
65530	1	< 0.1%
65520	11	< 0.1%
65518	15	< 0.1%
65514	2	< 0.1%
65506	1	< 0.1%
65502	2	< 0.1%
65491	3	< 0.1%
65472	25	< 0.1%
65453	25	< 0.1%

TCP_WIN_MAX_OUT
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	5164
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11590.09776

Minimum	0
Maximum	65535
Zeros	1370736
Zeros (%)	42.8%
Negative	0
Negative (%)	0.0%
Memory size	24.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	114
Q3	27960
95-th percentile	27960
Maximum	65535
Range	65535
Interquartile range (IQR)	27960

Descriptive statistics

Standard deviation	15268.28393
Coefficient of variation (CV)	1.317355923
Kurtosis	0.5050572117
Mean	11590.09776
Median Absolute Deviation (MAD)	114
Skewness	0.9970974134
Sum	3.708825488 × 10¹⁰
Variance	233120494.2
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1370736	42.8%
27960	1157626	36.2%
114	487550	15.2%
65535	39143	1.2%
64240	10609	0.3%
29200	7907	0.2%
2053	6357	0.2%
502	5230	0.2%
501	4456	0.1%
28960	4426	0.1%
Other values (5154)	105955	3.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1370736	42.8%
1	1	< 0.1%
7	14	< 0.1%
8	1	< 0.1%
9	2	< 0.1%
10	404	< 0.1%
11	157	< 0.1%
12	20	< 0.1%
13	4	< 0.1%
14	3	< 0.1%

Value	Count	Frequency (%)
65535	39143	1.2%
65534	2	< 0.1%
65520	2	< 0.1%
65476	1	< 0.1%
65472	4	< 0.1%
65434	3	< 0.1%
65422	12	< 0.1%
65414	4	< 0.1%
65392	219	< 0.1%
65387	1	< 0.1%

TCP_WIN_MIN_IN
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	6119
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	26131.65557

Minimum	0
Maximum	65535
Zeros	453954
Zeros (%)	14.2%
Negative	0
Negative (%)	0.0%
Memory size	24.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	507
median	1024
Q3	64860
95-th percentile	64860
Maximum	65535
Range	65535
Interquartile range (IQR)	64353

Descriptive statistics

Standard deviation	31172.18669
Coefficient of variation (CV)	1.19288985
Kurtosis	-1.805879303
Mean	26131.65557
Median Absolute Deviation (MAD)	1024
Skewness	0.4245852392
Sum	8.362116715 × 10¹⁰
Variance	971705223.1
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
64860	1113373	34.8%
1024	834129	26.1%
507	488523	15.3%
0	453954	14.2%
64240	102083	3.2%
29200	25578	0.8%
65330	23310	0.7%
118	16541	0.5%
8192	15177	0.5%
501	12265	0.4%
Other values (6109)	115062	3.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	453954	14.2%
1	24	< 0.1%
2	16	< 0.1%
3	23	< 0.1%
4	28	< 0.1%
5	51	< 0.1%
6	7	< 0.1%
7	5	< 0.1%
11	27	< 0.1%
12	1	< 0.1%

Value	Count	Frequency (%)
65535	10807	0.3%
65530	1	< 0.1%
65520	1	< 0.1%
65518	15	< 0.1%
65506	1	< 0.1%
65502	2	< 0.1%
65491	3	< 0.1%
65472	16	< 0.1%
65453	10	< 0.1%
65450	50	< 0.1%

TCP_WIN_MIN_OUT
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	4947
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11577.29283

Minimum	0
Maximum	65535
Zeros	1370736
Zeros (%)	42.8%
Negative	0
Negative (%)	0.0%
Memory size	24.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	114
Q3	27960
95-th percentile	27960
Maximum	65535
Range	65535
Interquartile range (IQR)	27960

Descriptive statistics

Standard deviation	15259.8445
Coefficient of variation (CV)	1.318084005
Kurtosis	0.5065499407
Mean	11577.29283
Median Absolute Deviation (MAD)	114
Skewness	0.9977787948
Sum	3.704727918 × 10¹⁰
Variance	232862854.1
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1370736	42.8%
27960	1156991	36.2%
114	488169	15.3%
65535	39069	1.2%
64240	10546	0.3%
29200	8708	0.3%
2053	6109	0.2%
502	5419	0.2%
501	4501	0.1%
28960	4426	0.1%
Other values (4937)	105321	3.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1370736	42.8%
1	1	< 0.1%
7	14	< 0.1%
8	1	< 0.1%
9	2	< 0.1%
10	408	< 0.1%
11	153	< 0.1%
12	21	< 0.1%
13	3	< 0.1%
14	3	< 0.1%

Value	Count	Frequency (%)
65535	39069	1.2%
65534	2	< 0.1%
65520	2	< 0.1%
65476	1	< 0.1%
65472	1	< 0.1%
65434	3	< 0.1%
65414	4	< 0.1%
65409	1	< 0.1%
65392	211	< 0.1%
65388	1	< 0.1%

TCP_WIN_MSS_IN
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	81
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	940.7742265

Minimum	0
Maximum	8960
Zeros	1098426
Zeros (%)	34.3%
Negative	0
Negative (%)	0.0%
Memory size	24.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1410
Q3	1460
95-th percentile	1460
Maximum	8960
Range	8960
Interquartile range (IQR)	1460

Descriptive statistics

Standard deviation	683.0237723
Coefficient of variation (CV)	0.726023049
Kurtosis	-0.4639501855
Mean	940.7742265
Median Absolute Deviation (MAD)	50
Skewness	-0.5551356417
Sum	3010472821
Variance	466521.4736
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1410	1113529	34.8%
0	1098426	34.3%
1460	933660	29.2%
1390	23319	0.7%
1424	6003	0.2%
1412	5237	0.2%
1452	4777	0.1%
1440	4532	0.1%
1400	2801	0.1%
1420	2374	0.1%
Other values (71)	5337	0.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1098426	34.3%
1	3	< 0.1%
265	50	< 0.1%
512	1	< 0.1%
536	492	< 0.1%
640	7	< 0.1%
1024	5	< 0.1%
1103	8	< 0.1%
1104	159	< 0.1%
1146	148	< 0.1%

Value	Count	Frequency (%)
8960	188	< 0.1%
8860	1	< 0.1%
1938	2	< 0.1%
1510	62	< 0.1%
1480	1	< 0.1%
1460	933660	29.2%
1456	59	< 0.1%
1452	4777	0.1%
1450	32	< 0.1%
1448	45	< 0.1%

TCP_WIN_MSS_OUT
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	39
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	547.031341

Minimum	0
Maximum	65475
Zeros	1962244
Zeros (%)	61.3%
Negative	0
Negative (%)	0.0%
Memory size	24.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1410
95-th percentile	1410
Maximum	65475
Range	65475
Interquartile range (IQR)	1410

Descriptive statistics

Standard deviation	694.7102889
Coefficient of variation (CV)	1.269964327
Kurtosis	47.93809941
Mean	547.031341
Median Absolute Deviation (MAD)	0
Skewness	1.131881283
Sum	1750497556
Variance	482622.3855
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=39)

Value	Count	Frequency (%)
0	1962244	61.3%
1410	1162166	36.3%
1460	36889	1.2%
1440	26358	0.8%
1430	4778	0.1%
1400	3176	0.1%
1420	1637	0.1%
1380	535	< 0.1%
1450	534	< 0.1%
1392	432	< 0.1%
Other values (29)	1246	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1962244	61.3%
1220	1	< 0.1%
1240	2	< 0.1%
1300	67	< 0.1%
1330	6	< 0.1%
1348	24	< 0.1%
1350	5	< 0.1%
1360	205	< 0.1%
1372	4	< 0.1%
1380	535	< 0.1%

Value	Count	Frequency (%)
65475	2	< 0.1%
8961	42	< 0.1%
8960	59	< 0.1%
8860	219	< 0.1%
4430	10	< 0.1%
1480	141	< 0.1%
1464	2	< 0.1%
1460	36889	1.2%
1456	17	< 0.1%
1452	234	< 0.1%

TCP_WIN_SCALE_IN
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	14
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.83365224

Minimum	0
Maximum	14
Zeros	1908794
Zeros (%)	59.6%
Negative	0
Negative (%)	0.0%
Memory size	24.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	7
95-th percentile	7
Maximum	14
Range	14
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	3.458264686
Coefficient of variation (CV)	1.220426641
Kurtosis	-1.819708373
Mean	2.83365224
Median Absolute Deviation (MAD)	0
Skewness	0.4089416731
Sum	9067673
Variance	11.95959464
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
0	1908794	59.6%
7	1209175	37.8%
8	70683	2.2%
2	7902	0.2%
6	1936	0.1%
9	449	< 0.1%
4	235	< 0.1%
5	232	< 0.1%
10	226	< 0.1%
1	138	< 0.1%
Other values (4)	225	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1908794	59.6%
1	138	< 0.1%
2	7902	0.2%
3	71	< 0.1%
4	235	< 0.1%
5	232	< 0.1%
6	1936	0.1%
7	1209175	37.8%
8	70683	2.2%
9	449	< 0.1%

Value	Count	Frequency (%)
14	3	< 0.1%
12	109	< 0.1%
11	42	< 0.1%
10	226	< 0.1%
9	449	< 0.1%
8	70683	2.2%
7	1209175	37.8%
6	1936	0.1%
5	232	< 0.1%
4	235	< 0.1%

TCP_WIN_SCALE_OUT
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	15
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.072126675

Minimum	0
Maximum	14
Zeros	1966043
Zeros (%)	61.4%
Negative	0
Negative (%)	0.0%
Memory size	24.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	8
95-th percentile	8
Maximum	14
Range	14
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	3.882065101
Coefficient of variation (CV)	1.26364096
Kurtosis	-1.764335661
Mean	3.072126675
Median Absolute Deviation (MAD)	0
Skewness	0.4763672748
Sum	9830790
Variance	15.07042945
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
0	1966043	61.4%
8	1171843	36.6%
7	51284	1.6%
10	4680	0.1%
9	4003	0.1%
12	543	< 0.1%
6	522	< 0.1%
5	345	< 0.1%
2	341	< 0.1%
4	165	< 0.1%
Other values (5)	226	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1966043	61.4%
1	4	< 0.1%
2	341	< 0.1%
3	118	< 0.1%
4	165	< 0.1%
5	345	< 0.1%
6	522	< 0.1%
7	51284	1.6%
8	1171843	36.6%
9	4003	0.1%

Value	Count	Frequency (%)
14	2	< 0.1%
13	4	< 0.1%
12	543	< 0.1%
11	98	< 0.1%
10	4680	0.1%
9	4003	0.1%
8	1171843	36.6%
7	51284	1.6%
6	522	< 0.1%
5	345	< 0.1%

TOTAL_FLOWS_EXP
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	3199995
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	51954198.13

Minimum	2293398
Maximum	85071692
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	24.4 MiB

Quantile statistics

Minimum	2293398
5-th percentile	2453567.7
Q1	3093567.5
median	79894575
Q3	83507185
95-th percentile	84759701.2
Maximum	85071692
Range	82778294
Interquartile range (IQR)	80413617.5

Descriptive statistics

Standard deviation	38057691.3
Coefficient of variation (CV)	0.7325238897
Kurtosis	-1.730002329
Mean	51954198.13
Median Absolute Deviation (MAD)	4368868
Skewness	-0.5073166442
Sum	1.662531742 × 10¹⁴
Variance	1.448387867 × 10¹⁵
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
83886080	1	< 0.1%
79912254	1	< 0.1%
79924516	1	< 0.1%
84116773	1	< 0.1%
84122918	1	< 0.1%
84104175	1	< 0.1%
79949096	1	< 0.1%
79947049	1	< 0.1%
79953194	1	< 0.1%
79951147	1	< 0.1%
Other values (3199985)	3199985	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2293398	1	< 0.1%
2293400	1	< 0.1%
2293404	1	< 0.1%
2293407	1	< 0.1%
2293409	1	< 0.1%
2293410	1	< 0.1%
2293412	1	< 0.1%
2293413	1	< 0.1%
2293416	1	< 0.1%
2293417	1	< 0.1%

Value	Count	Frequency (%)
85071692	1	< 0.1%
85071685	1	< 0.1%
85071682	1	< 0.1%
85071681	1	< 0.1%
85071680	1	< 0.1%
85071679	1	< 0.1%
85071678	1	< 0.1%
85071677	1	< 0.1%
85071675	1	< 0.1%
85071674	1	< 0.1%

LABEL
Categorical

HIGH CORRELATION
HIGH CORRELATION
UNIFORM

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	24.4 MiB

SYN Scan - aggressive	800000
Denial of Service R-U-Dead-Yet	800000
Denial of Service Slowloris	800000
Normal flow	799995

Length

Max length	30
Median length	27
Mean length	22.25001758
Min length	11

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Normal flow
2nd row	Normal flow
3rd row	Normal flow
4th row	Normal flow
5th row	Normal flow

Common Values

Value	Count	Frequency (%)
SYN Scan - aggressive	800000	25.0%
Denial of Service R-U-Dead-Yet	800000	25.0%
Denial of Service Slowloris	800000	25.0%
Normal flow	799995	25.0%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
denial	1600000	14.3%
of	1600000	14.3%
service	1600000	14.3%
syn	800000	7.1%
scan	800000	7.1%
	800000	7.1%
aggressive	800000	7.1%
r-u-dead-yet	800000	7.1%
slowloris	800000	7.1%
normal	799995	7.1%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	DST_TO_SRC_SECOND_BYTES	FIRST_SWITCHED	FLOW_DURATION_MICROSECONDS	FLOW_DURATION_MILLISECONDS	IN_BYTES	IN_PKTS	L4_DST_PORT	L4_SRC_PORT	LAST_SWITCHED	OUT_BYTES	OUT_PKTS	PROTOCOL	PROTOCOL_MAP	SRC_TO_DST_SECOND_BYTES	TCP_FLAGS	TCP_WIN_MAX_IN	TCP_WIN_MAX_OUT	TCP_WIN_MIN_IN	TCP_WIN_MIN_OUT	TCP_WIN_MSS_IN	TCP_WIN_MSS_OUT	TCP_WIN_SCALE_IN	TCP_WIN_SCALE_OUT	TOTAL_FLOWS_EXP	LABEL
0	40	1616660040	339	0	44	1	60541	22351	1616660040	40	1	6	0	44	22	1024	0	1024	0	1460	0	0	0	2293398	Normal flow
1	0	1616660040	0	0	68	1	0	0	1616660040	0	0	1	1	68	0	0	0	0	0	0	0	0	0	2293400	Normal flow
2	104	1616660040	44725	44	189	2	24650	443	1616660040	104	2	6	0	189	25	122	1634	122	1634	0	0	0	0	2293404	Normal flow
3	0	1616660040	0	0	52	1	8728	61075	1616660040	0	0	6	0	52	2	8192	0	8192	0	1440	0	8	0	2293407	Normal flow
4	40	1616660040	1114	1	189	2	443	39762	1616660040	40	1	6	0	189	28	502	0	502	0	0	0	0	0	2293409	Normal flow
5	40	1616660040	1030	1	189	2	443	52132	1616660040	40	1	6	0	189	28	502	0	502	0	0	0	0	0	2293410	Normal flow
6	5043	1616660040	241380	241	3699	19	443	52112	1616660040	5043	16	6	0	3699	26	64240	65535	64240	65535	1460	1430	7	8	2293412	Normal flow
7	1009	1616660040	174809	174	4861	9	443	50740	1616660040	1009	6	6	0	4861	26	64240	65535	64240	65535	1460	1440	7	8	2293413	Normal flow
8	0	1616660040	0	0	52	1	445	51071	1616660040	0	0	6	0	52	2	8192	0	8192	0	1452	0	2	0	2293416	Normal flow
9	120	1616660040	45154	45	5707	4	443	41560	1616660040	120	3	6	0	5707	28	501	0	501	0	0	0	0	0	2293417	Normal flow

Last rows

	DST_TO_SRC_SECOND_BYTES	FIRST_SWITCHED	FLOW_DURATION_MICROSECONDS	FLOW_DURATION_MILLISECONDS	IN_BYTES	IN_PKTS	L4_DST_PORT	L4_SRC_PORT	LAST_SWITCHED	OUT_BYTES	OUT_PKTS	PROTOCOL	SRC_TO_DST_SECOND_BYTES	TCP_FLAGS	TCP_WIN_MAX_IN	TCP_WIN_MAX_OUT	TCP_WIN_MIN_IN	TCP_WIN_MIN_OUT	TCP_WIN_MSS_IN	TCP_WIN_MSS_OUT	TCP_WIN_SCALE_IN	TCP_WIN_SCALE_OUT	TOTAL_FLOWS_EXP	LABEL
3199985	60	1618246791	60256212	60256	1015	11	80	40127	1618246851	528	10	6	112	27	64860	27960	64860	27960	1410	1410	7	8	85071674	Denial of Service Slowloris
3199986	60	1618246791	60291593	60291	1006	11	80	40124	1618246851	528	10	6	112	27	64860	27960	64860	27960	1410	1410	7	8	85071675	Denial of Service Slowloris
3199987	60	1618246791	60287513	60287	1079	11	80	40128	1618246852	528	10	6	112	27	64860	27960	64860	27960	1410	1410	7	8	85071677	Denial of Service Slowloris
3199988	60	1618246791	60203224	60203	1069	11	80	40132	1618246852	528	10	6	112	27	64860	27960	64860	27960	1410	1410	7	8	85071678	Denial of Service Slowloris
3199989	60	1618246791	60219181	60219	1135	11	80	40133	1618246852	528	10	6	112	27	64860	27960	64860	27960	1410	1410	7	8	85071679	Denial of Service Slowloris
3199990	60	1618246791	60285963	60285	1015	11	80	40130	1618246852	528	10	6	112	27	64860	27960	64860	27960	1410	1410	7	8	85071680	Denial of Service Slowloris
3199991	60	1618246791	60226727	60226	1136	11	80	40134	1618246852	528	10	6	112	27	64860	27960	64860	27960	1410	1410	7	8	85071681	Denial of Service Slowloris
3199992	60	1618246791	60148276	60148	925	11	80	40140	1618246852	528	10	6	112	27	64860	27960	64860	27960	1410	1410	7	8	85071682	Denial of Service Slowloris
3199993	60	1618246791	60249523	60249	954	11	80	40135	1618246852	528	10	6	112	27	64860	27960	64860	27960	1410	1410	7	8	85071685	Denial of Service Slowloris
3199994	60	1618246791	60234467	60234	997	11	80	40139	1618246852	528	10	6	112	27	64860	27960	64860	27960	1410	1410	7	8	85071692	Denial of Service Slowloris

Overview

Variables

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Interactions

Correlations

Spearman's ρ

Pearson's r

Kendall's τ

Cramér's V (φc)

Phik (φk)

Missing values

Sample

First rows

Last rows